Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "18"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 18 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 225 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 218 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_25025/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 18, Node 1:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 0.00% 2.70% 0.00% 100.00% 0.00% 0.294709 12.862060 -0.115646 2.551409 0.897903 13.145512 -0.336062 11.949268 0.7323 0.5863 0.3210 11.120384 5.118586
2459593 RF_maintenance 100.00% 0.00% 44.30% 0.00% 100.00% 0.00% 0.561780 11.270913 -0.245311 1.101266 -0.390176 12.070867 -0.659170 6.374205 0.6641 0.5106 0.2755 4.444602 2.734328
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.235044 0.876054 -0.181921 18.127173 -0.267233 11.046159 -1.875172 1.033050 0.0313 0.0294 0.0013 nan nan
2459591 RF_maintenance 100.00% 0.00% 68.11% 0.00% 100.00% 0.00% 0.684521 13.308544 -0.030062 2.454672 0.488678 13.632306 -0.674547 18.512252 0.5465 0.4009 0.3299 5.283308 2.832858
2459590 RF_maintenance 100.00% 0.00% 65.95% 0.00% 100.00% 0.00% 0.728301 16.034335 -0.506199 1.412803 1.034155 8.582794 -0.433812 10.164066 0.5503 0.4034 0.3332 5.862965 3.147568
2459589 RF_maintenance 100.00% 0.00% 59.43% 0.00% 100.00% 0.00% 0.569175 13.316836 -0.964891 1.245321 -1.125746 5.385674 -0.222757 4.682908 0.6198 0.4643 0.2937 4.673362 2.568679
2459588 RF_maintenance 100.00% 0.00% 26.47% 0.00% 100.00% 0.00% 0.179052 16.447749 -0.210809 1.830400 0.475093 14.709994 0.215674 6.603719 0.7323 0.5713 0.2724 8.744040 3.819402
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 0.984962 10.511480 0.099508 2.811231 0.080893 0.568132 -0.921795 6.360712 nan nan nan 6.361326 3.671982
2459586 RF_maintenance 100.00% 0.00% 65.41% 0.00% 100.00% 0.00% -0.406056 9.872458 0.571264 1.865261 -0.922141 1.567296 -1.074182 7.028883 0.5484 0.4131 0.3208 3.517830 2.167723
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.397574 9.782845 0.641678 7.464006 1.573324 1.254417 -0.620158 5.136814 0.0328 0.0307 0.0016 0.000000 0.000000
2459584 RF_maintenance 100.00% 25.21% 74.79% 0.00% 100.00% 0.00% 0.447049 16.355503 1.085208 3.711169 -1.140767 4.550841 -0.523837 2.618221 0.4860 0.3602 0.3176 5.837269 3.146761
2459583 RF_maintenance 100.00% 0.00% 69.69% 0.00% 100.00% 0.00% -0.226714 12.362616 -0.255271 0.288512 0.742952 4.330134 -0.348655 4.325408 0.5361 0.3889 0.3473 3.290370 2.176250
2459582 RF_maintenance 100.00% 0.00% 71.89% 0.00% 100.00% 0.00% -0.360287 9.042163 0.197830 0.411736 0.605876 3.054546 -0.748924 2.961339 0.5332 0.3854 0.3493 3.110262 1.982214
2459581 RF_maintenance 100.00% 0.00% 69.19% 0.00% 100.00% 0.00% -0.054855 14.752551 -0.334696 0.013694 0.067436 3.314940 -0.587382 4.970939 0.5369 0.3887 0.3534 3.085198 1.978103
2459580 RF_maintenance 100.00% 0.00% 64.83% 0.00% 100.00% 0.00% -0.101639 14.456950 0.433883 0.293793 -0.586040 7.092596 -0.825928 5.108989 0.5533 0.4073 0.3440 4.240141 2.466759
2459579 RF_maintenance 100.00% 0.00% 64.83% 0.00% 100.00% 0.00% -0.219357 10.286272 0.574076 0.713551 -0.058667 4.376597 -0.577206 9.353906 0.5514 0.4065 0.3435 4.516656 2.652109
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.076782 1.846938 -0.545098 10.078612 -0.328071 18.201627 -0.198366 7.556721 0.0376 0.0295 0.0013 nan nan
2459577 RF_maintenance 100.00% 0.00% 66.02% 0.00% 100.00% 0.00% 1.799279 12.273752 -0.084182 0.126599 -0.388634 3.483583 -0.569881 4.700481 0.5503 0.4099 0.3378 3.385085 2.130906
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.656919 12.677419 -0.125136 0.572974 -0.417955 3.918591 -0.294073 10.010323 0.0655 0.0853 0.0157 1.150236 1.145308
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.735900 11.272498 -0.356786 0.134802 -0.138296 2.734919 -0.480778 0.886083 0.0561 0.0669 0.0096 0.806606 0.799405
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.323687 9.967206 -0.403724 0.234827 -1.211505 5.356533 -0.836403 5.206861 0.1019 0.1092 0.0379 1.115034 1.116643
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.197302 12.028249 0.228530 0.535553 -0.124654 5.395097 -0.656978 7.076769 0.0830 0.0840 0.0317 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.360462 10.603760 -0.095450 0.131228 -0.700552 2.443869 -0.429719 13.630915 0.0623 0.0813 0.0152 0.874181 0.839697
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.173380 1.748191 -0.385798 10.418208 1.264979 13.292045 -0.384838 11.587507 0.0402 0.0309 0.0026 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1288.001113 597.519179 inf inf 33680.444362 -13723.916795 3824.953869 -1310.601167 nan nan nan 0.000000 0.000000
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.149970 9.296241 -0.147818 0.113235 -0.639209 3.902852 -0.054128 11.626343 0.0930 0.1035 0.0374 26.248552 2.573645
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 0.532291 0.532291 0.525437 0.525437 -0.677115 -0.677115 -0.811160 -0.811160 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.156369 6.818881 -0.290033 0.436775 1.198602 -0.816480 0.048948 7.931886 0.7051 0.5469 0.4401 3.104022 1.950184
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459559 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.447748 14.630764 -0.921929 0.062434 0.967320 1.537343 -0.137894 9.049942 0.6988 0.5365 0.4378 2.906293 1.893528
2459558 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.100277 11.617724 0.291581 0.490506 0.001583 2.989984 -0.389908 15.902329 0.7005 0.5321 0.4440 3.186964 2.080889
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0415 0.0322 0.0019 nan nan
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.255325 16.685783 0.394944 0.936558 0.076048 5.782862 -0.238329 34.043024 0.7036 0.5375 0.4419 3.309160 2.121849
2459554 RF_maintenance - 0.00% 7.56% 0.00% - - nan nan nan nan nan nan nan nan 0.6902 0.5107 0.4572 nan nan
2459553 RF_maintenance - 0.00% 6.50% 0.00% - - nan nan nan nan nan nan nan nan 0.6930 0.5065 0.4458 nan nan
2459552 RF_maintenance 100.00% 0.00% 1.08% 0.00% 100.00% 0.00% 0.927448 12.514097 0.910921 0.378278 0.354034 6.353661 -0.479090 8.747576 0.7068 0.5344 0.4475 0.000000 0.000000
2459551 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.326837 5.815513 -1.020734 0.269209 0.823871 0.013238 -0.088887 13.089630 0.6971 0.5335 0.4392 3.175958 1.985460
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0491 0.0488 0.0034 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.180558 8.206759 0.014392 0.221343 -0.385530 2.047044 -0.380148 11.665839 0.6977 0.5336 0.4550 3.348298 2.057951
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.291369 10.139862 0.551692 0.790094 -0.628275 0.072176 -0.236168 11.278440 0.7582 0.6057 0.4241 3.324995 1.966685
2459541 RF_maintenance 100.00% 0.45% 0.45% 0.00% 100.00% 0.00% -0.060603 10.422784 1.080328 0.002399 -0.228718 1.267372 -0.228468 6.606700 0.7613 0.6101 0.3932 5.049052 2.642831
2459540 RF_maintenance 100.00% 0.00% 0.45% 0.00% 100.00% 0.00% 0.333840 6.234762 -0.829854 0.067559 0.392825 -0.132796 -0.229774 5.584587 0.7534 0.5922 0.4349 3.138350 1.949452
2459536 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.007882 12.673818 1.674710 0.323699 -0.159593 5.530856 -0.705703 14.669658 0.7337 0.5815 0.4650 4.062503 2.327853
2459535 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.250538 6.713341 -0.554237 -0.028209 0.192951 3.158284 -0.366810 6.072723 0.7852 0.6176 0.4402 3.059806 1.936114
2459534 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.449929 4.709032 -0.359638 -0.117110 0.493604 0.629411 -0.053553 3.807569 0.7777 0.6231 0.4189 5.892559 3.135236
2459533 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.460980 8.128785 -0.049959 -0.211713 1.037117 1.892984 -0.393452 7.780813 0.7244 0.5633 0.4504 3.557571 2.118859
2459532 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.191032 9.539940 0.408937 0.144380 0.209724 3.479808 -0.646262 8.918407 0.7227 0.5601 0.4473 3.929636 2.273281
2459530 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.051520 5.336698 -0.662791 0.013515 0.537405 -0.258013 -0.244246 7.085447 0.7431 0.5818 0.4461 3.144102 2.010438
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.481457 5.089516 -0.510640 -0.079930 0.662712 3.766966 -0.774065 5.330818 0.8946 0.8614 0.4579 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 0.606895 15.436514 -0.133190 0.059280 1.231731 3.806926 -0.564354 12.861137 nan nan nan 5.250270 2.833084
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.025496 9.804365 0.691304 0.148360 0.468854 6.063840 -0.564447 11.363047 0.6650 0.4452 0.4565 3.940516 3.294154
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.242935 2.413890 -0.658430 9.035685 0.331892 10.223935 -0.368366 27.396460 0.0443 0.0315 0.0032 nan nan
2459508 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.016779 2.991584 -0.919553 0.000579 -0.247894 2.321064 -0.797776 1.546910 0.8993 0.8680 0.2877 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.189891 8.103646 1.200518 0.386439 0.392205 2.059953 0.003350 19.754032 0.8917 0.7378 0.3367 13.299364 7.916496
2459503 RF_maintenance 100.00% 0.00% 11.29% 0.00% 100.00% 0.00% 0.075559 2.452144 0.531971 -0.054348 1.291219 2.001106 -0.559286 8.464761 0.8454 0.7418 0.5698 0.000000 0.000000
2459501 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.027542 4.079531 0.163533 -0.505083 3.236549 1.001151 -0.389782 9.567844 0.1127 0.1557 0.0378 0.000000 0.000000
2459500 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.284185 2.197690 -1.110462 -1.019387 -0.336424 0.000189 -0.359920 5.363859 0.1139 0.1483 0.0345 0.000000 0.000000
2459499 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.384457 2.059493 -1.066599 -0.711396 -0.512263 0.327404 -0.097650 13.511849 0.0840 0.1638 0.0121 0.000000 0.000000
2459498 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.296985 2.183617 -0.127560 -0.520072 -0.106170 0.559926 -0.001661 19.021483 0.1109 0.1484 0.0349 0.000000 0.000000
2459497 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.305734 1.812082 0.428941 -0.804980 0.358996 0.178653 -0.467861 7.035780 0.1389 0.1336 0.0306 0.000000 0.000000
2459496 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.609501 1.566764 -0.290056 -0.427365 0.257047 -0.184791 -0.266339 7.259057 0.1349 0.1809 0.0460 0.000000 0.000000
2459495 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.517029 1.231104 -0.413996 -0.617743 0.022690 -0.137169 -0.463827 7.982261 0.1413 0.1860 0.0551 0.000000 0.000000
2459494 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.547091 2.156610 -0.815378 -0.760464 -0.455162 0.003422 0.211165 20.618869 0.1407 0.1793 0.0488 0.000000 0.000000
2459492 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.289456 14.623450 1.864004 -0.107019 2.480866 14.391668 -0.314195 90.298669 0.7497 0.6793 0.4327 4.261681 2.319163
2459491 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.121383 16.025314 2.200780 -0.243651 1.505696 15.326844 0.014889 36.322597 0.7947 0.7093 0.3188 3.228650 1.622306
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.606913 17.912539 2.274791 -0.243986 1.389484 12.513107 -0.117249 69.301838 0.7371 0.6693 0.4591 5.766840 3.001122
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.457350 13.089555 1.958233 -0.254376 1.200658 12.088382 -0.686330 27.367833 0.7619 0.6955 0.3812 5.789570 3.005308
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.577432 14.591709 1.527478 0.382297 1.743588 19.218604 1.207922 121.295202 0.7612 0.6919 0.4488 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 18: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 46.221043 0.381959 2.467448 -0.033140 4.175485 15.272660 15.383676 46.221043 25.320550

Antenna 18: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 100.074203 9.929230 8.735867 7.740224 -0.798113 6.630127 8.031890 53.364125 100.074203

Antenna 18: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 75.459867 27.837265 27.194538 -0.504433 6.013288 7.543655 25.155250 66.314840 75.459867

Antenna 18: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 98.471583 16.155975 7.727021 16.787599 10.143490 7.476296 9.456786 98.471583 41.711220

Antenna 18: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 67.747733 4.432948 11.069511 3.554219 7.321545 2.634012 1.954459 25.822699 67.747733

Antenna 18: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 54.148290 11.245406 5.688895 6.160151 3.611236 2.141037 2.512555 54.148290 27.441359

Antenna 18: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 38.817614 9.212005 4.246672 6.227527 1.524929 3.654852 0.040849 38.817614 8.162713

Antenna 18: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 76.811299 13.303319 5.458116 9.949253 2.097321 5.315012 4.600802 56.418071 76.811299

Antenna 18: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 136.832204 10.095617 19.165087 8.877946 16.124710 5.115195 9.457981 87.591694 136.832204

Antenna 18: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 62.512810 9.916008 19.737370 3.827366 6.992274 4.218003 5.426098 45.845437 62.512810

Antenna 18: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 155.307447 10.306439 4.145478 5.341865 2.234507 6.245857 10.401447 76.894138 155.307447

Antenna 18: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 147.351102 17.395513 6.283384 13.846562 2.963915 8.611149 13.314979 117.637550 147.351102

Antenna 18: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 17.696348 1.819043 10.786353 1.403774 5.317988 3.460229 12.771280 8.179092 17.696348

Antenna 18: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 169.965632 15.330646 3.208253 11.422635 2.100628 22.130003 18.426431 169.965632 145.260951

Antenna 18: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 429.551084 3.450468 17.570749 2.215282 14.708824 67.029164 62.405302 429.551084 366.305702

Antenna 18: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 57.727288 4.555693 24.204112 0.983004 6.096509 3.518648 5.381659 19.952404 57.727288

Antenna 18: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 64.767327 0.526487 6.908466 -0.372760 0.313389 9.340161 11.084113 61.236127 64.767327

Antenna 18: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 142.322091 5.290667 1.400591 0.499758 0.464961 1.950352 4.247404 88.434825 142.322091

Antenna 18: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 71.666518 1.628276 7.181653 -0.035761 0.036808 20.148707 16.617199 71.666518 59.512480

Antenna 18: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 113.479922 0.872744 6.431662 -0.163404 0.286253 21.075813 13.230684 113.479922 72.552011

Antenna 18: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 107.413157 8.828951 1.071406 0.289005 -0.013056 15.288637 22.598121 68.403125 107.413157

Antenna 18: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 62.155876 0.626118 9.411457 0.144719 0.381486 34.886680 40.985086 62.155876 60.358026

Antenna 18: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 123.708726 2.769980 11.632924 1.437988 2.057043 14.030592 12.682436 123.708726 83.301481

Antenna 18: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 77.298129 0.205331 7.597341 -0.148573 0.110669 13.666520 11.691334 77.298129 67.446892

Antenna 18: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 86.825687 -0.085724 7.398608 -0.245447 0.157983 19.745968 15.069291 86.825687 76.297241

Antenna 18: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 175.755141 16.124958 2.238394 3.223070 15.817475 46.555106 21.718057 175.755141 58.740405

Antenna 18: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 18: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 18: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 18: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 18: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 18: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 18: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 189.994639 6.443985 3.607589 13.507650 30.393521 41.710981 4.177505 189.994639 16.115371

Antenna 18: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 54.799106 2.847897 9.740576 -0.515488 0.560117 2.412759 11.873228 14.131667 54.799106

Antenna 18: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 80.299666 7.642861 3.230628 1.793601 1.492700 4.288047 5.942892 67.461099 80.299666

Antenna 18: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 259.540392 2.827781 4.541502 16.024213 5.277644 3.336196 63.879660 11.022183 259.540392

Antenna 18: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 308.675577 1.945605 7.767556 16.488247 4.501120 4.645906 40.698428 30.930062 308.675577

Antenna 18: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 333.814765 2.736944 13.680633 17.740945 4.841206 6.275172 55.612299 39.091200 333.814765

Antenna 18: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 207.691219 16.490195 7.899186 2.943726 4.070670 37.891608 52.009251 100.561535 207.691219

Antenna 18: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 500.862154 8.623492 1.999421 2.663669 16.634427 80.307924 7.882728 500.862154 35.823229

Antenna 18: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 142.438573 1.585669 4.153176 16.790416 3.395055 2.517777 45.614128 6.929386 142.438573

Antenna 18: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 418.282461 1.569365 2.930445 12.611632 2.935546 3.077672 46.262452 13.946530 418.282461

Antenna 18: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 474.167906 2.391004 4.032738 15.033963 3.583728 3.729988 78.566144 13.983370 474.167906

Antenna 18: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 462.747512 1.563275 2.483992 13.064758 0.793689 29.875151 88.867135 16.082356 462.747512

Antenna 18: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 176.259600 0.716754 12.175526 -0.301784 4.208388 4.496413 6.478702 176.259600 163.572318

Antenna 18: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Variability 636.025844 2.167843 1.067269 -0.116386 13.356558 636.025844 27.427379 286.878256 12.413224

Antenna 18: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Variability 622.952658 0.569415 2.223160 11.596122 -0.272874 102.151792 622.952658 67.849368 541.836685

Antenna 18: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 749.691686 2.247917 2.306885 0.328188 15.297344 405.611137 119.233310 749.691686 197.820653

Antenna 18: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 457.247793 2.844190 0.063463 0.231438 11.622511 196.640255 53.087731 457.247793 92.613491

Antenna 18: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 343.078909 3.130753 1.388764 1.802753 11.443185 55.595354 5.628582 343.078909 12.774128

Antenna 18: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 digital_ok nn Temporal Discontinuties 73.701416 1.061775 10.465136 -0.833054 4.974622 -0.032872 4.603667 47.433568 73.701416

Antenna 18: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 243.765908 1.486411 3.906429 13.741314 1.647626 14.595320 71.097026 46.742699 243.765908

Antenna 18: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok nn Temporal Discontinuties 70.156122 0.837146 -0.175279 -0.224803 -0.405677 8.748223 -0.329863 70.156122 8.552612

Antenna 18: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 95.911060 0.501391 -0.259750 7.122954 0.252354 1.717955 19.482334 4.022850 95.911060

Antenna 18: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 digital_ok ee Temporal Discontinuties 154.038784 0.605314 -0.854661 8.968946 0.403246 4.449966 33.600981 5.827181 154.038784

Antenna 18: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 244.542582 0.103524 6.428593 -1.082343 1.157673 -0.101161 18.649888 40.470795 244.542582

Antenna 18: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 147.958442 -0.684713 0.400247 -1.872092 -1.356513 -0.667723 1.106280 19.609174 147.958442

Antenna 18: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 189.038381 0.200232 -1.307439 7.736178 -0.736682 15.138798 33.038025 35.970581 189.038381

Antenna 18: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 613.692946 2.559441 1.896853 18.328472 0.699165 35.864224 126.616178 161.770146 613.692946

Antenna 18: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Variability 490.909765 0.284915 1.827478 22.811543 1.148114 76.796548 490.909765 53.498528 370.899192

Antenna 18: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 109.184908 0.977057 10.380596 -0.887261 0.590225 2.388184 44.585123 11.468598 109.184908

Antenna 18: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 40.145761 15.398824 2.512528 0.476863 -0.243697 9.330591 0.606810 40.145761 6.425893

Antenna 18: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 8217.880280 2188.799901 2188.799901 2050.085605 2050.085605 1645.137944 1645.137944 8217.880280 8217.880280

Antenna 18: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 349.954363 93.750788 93.750788 83.071342 83.071342 87.892814 87.892814 349.954363 349.954363

Antenna 18: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 616.844521 171.368914 171.368914 168.750690 168.750690 186.496091 186.496091 616.844521 616.844521

Antenna 18: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 25.916175 9.901930 0.486979 2.043616 -0.958719 5.371526 -0.748767 25.916175 4.660504

Antenna 18: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Shape 21.548210 4.039351 21.548210 -0.435378 7.512470 5.209932 17.870332 1.079563 15.918674

Antenna 18: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Shape 23.487690 -0.585263 23.487690 -0.336620 1.767247 0.389099 9.764078 -0.420275 3.964739

Antenna 18: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 18: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 115.293294 -0.071066 10.992501 -0.270300 2.826180 0.573557 12.081472 3.669587 115.293294

Antenna 18: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 107.239875 0.707600 10.329157 0.312407 2.204465 1.245997 25.657863 3.122423 107.239875

Antenna 18: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 18: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Variability 23.536005 7.074182 -0.391482 2.420188 -0.907800 23.536005 2.427237 5.866596 3.275586

Antenna 18: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 9.412737 9.264377 -0.241134 1.745594 -0.530057 4.584870 -0.314145 9.412737 -0.133603

Antenna 18: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Variability 41.859926 11.932289 1.045072 2.513960 -0.614954 41.859926 2.939702 30.693858 2.600388

Antenna 18: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 26.243826 -0.110103 10.174118 -0.596124 1.514819 -0.038879 19.371463 -0.097154 26.243826

Antenna 18: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 232.561835 12.903994 0.881803 5.229230 -0.505212 56.527847 1.929336 232.561835 9.524338

Antenna 18: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 108.537399 2.223686 13.987909 -0.820472 4.967228 3.229012 39.212101 7.093326 108.537399

Antenna 18: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 130.908372 13.298793 1.112340 3.139386 -0.858244 34.016070 3.260107 130.908372 12.960156

Antenna 18: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 107.293600 -0.033685 8.571010 -0.618543 3.415380 0.557748 6.627414 3.267718 107.293600

Antenna 18: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Shape 9.979495 9.979495 -0.086241 2.583341 -0.805458 2.901594 -0.693275 9.166836 0.151293

Antenna 18: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 46.866795 10.830756 0.750497 2.328507 -0.619045 11.196025 1.189589 46.866795 2.222241

Antenna 18: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 18: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Power 24.300138 4.233192 -0.856941 24.300138 -0.608140 13.897454 1.223715 10.088407 7.235261

Antenna 18: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 45.889227 0.477245 7.922716 -0.862506 2.826596 0.018505 5.235069 -0.011821 45.889227

Antenna 18: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 161.243533 0.502773 12.446078 -0.712036 2.201480 1.460951 9.038341 12.907289 161.243533

Antenna 18: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Shape 0.872770 0.118002 0.872770 -0.439934 -0.030582 -0.368169 -0.418567 -0.629009 -0.899337

Antenna 18: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 74.613687 10.463340 0.730508 6.057730 -0.220655 7.539999 0.482010 74.613687 4.650989

Antenna 18: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance ee Temporal Discontinuties 645.055916 -0.640740 4.608034 -0.079223 21.032674 378.558695 113.997847 645.055916 179.150874

Antenna 18: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 25.803697 8.032647 0.247599 2.108295 -0.863714 5.883381 -0.544503 25.803697 -0.481856

Antenna 18: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 49.432108 -0.047192 5.745661 -0.768107 2.460562 -0.444802 7.498007 0.063113 49.432108

Antenna 18: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 35.840955 7.861419 -0.002912 2.826347 -1.029014 4.064248 -1.044767 35.840955 1.398110

Antenna 18: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 120.333076 9.892439 0.197334 2.639626 -0.887099 6.035119 -0.694532 120.333076 26.061384

Antenna 18: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 24.360131 11.582935 0.361719 3.109756 -0.962401 6.193386 -0.466493 24.360131 1.851156

Antenna 18: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 121.919503 9.785430 0.042207 0.936369 -0.925203 7.501507 -0.810119 121.919503 1.995855

Antenna 18: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 138.497814 -0.033666 7.015299 -0.693523 23.198939 11.287795 47.231959 38.028224 138.497814

Antenna 18: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 37.276613 10.237816 -0.261400 0.639342 -0.729052 5.512959 -0.240041 37.276613 0.694324

Antenna 18: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Temporal Discontinuties 152.830299 -0.077776 15.160337 -1.290182 2.915507 0.013896 14.096489 5.890019 152.830299

Antenna 18: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Shape 8.335478 -0.125549 8.335478 -0.781317 3.405979 0.484698 0.927518 -0.272821 2.024142

Antenna 18: 2459650

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 1 RF_maintenance nn Shape 26.709681 26.709681 -0.248732 2.917053 -0.907187 9.445057 -1.041050 7.528313 -0.468214